{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from PIL import Image \n",
    "#import paddlex as pdx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATADIR=(r'C:\\Users\\Administrator\\Desktop\\garbage') \n",
    "file1='paper/paper1.jpg' \n",
    "file2='glass/glass1.jpg' \n",
    "img1=Image.open(os.path.join(DATADIR,file1)) \n",
    "img1=np.array(img1) \n",
    "img2=Image.open(os.path.join(DATADIR,file2))\n",
    "img2=np.array(img2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8)) \n",
    "f=plt.subplot(121) \n",
    "plt.imshow(img1) \n",
    "f=plt.subplot(122)\n",
    "plt.imshow(img2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "DATADIR=(r'C:\\Users\\Administrator\\Desktop\\garbage') \n",
    "datadir=os.listdir(DATADIR)\n",
    "file_list=[]\n",
    "label_list=[]\n",
    "train_ratio=0.8\n",
    "I=0\n",
    "f1=open('./train.txt','a+')\n",
    "f2=open('./val.txt','a+')\n",
    "f3=open('./label.txt','a+')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in datadir:\n",
    "    s=os.listdir(os.path.join(DATADIR,i))\n",
    "    I+=len(s)\n",
    "    train_num=int(len(s)*train_ratio)\n",
    "val_num=int(len(s)-train_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for file in s:\n",
    "    if file[0] == 'p' and file[1]== 'a':\n",
    "        file_list.append(i + '/' + file)\n",
    "        label_list.append(O)\n",
    "    elif file[0] == 'p' and file[1] =='I':\n",
    "        file_list.append(i + '/' + file) \n",
    "        label_list.append(1)\n",
    "    elif file[0] == 'g' :\n",
    "        file_list.append(i + '/' + file)\n",
    "    label_list.append(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in datadir:\n",
    "    s = os.listdir(os.path.join(DATADIR, i))\n",
    "    I+= len(s)\n",
    "    train_num = int(len(s) * train_ratio)\n",
    "    val_num = int(len(s) - train_num)\n",
    "    for file in s:\n",
    "        if file[0] == 'p' and file[1]=='a':\n",
    "            file_list.append(i + '/' + file) \n",
    "            label_list.append(0)\n",
    "        elif file[0] == 'p' and file[1] =='I':\n",
    "            file_list.append(i + '/' + file)\n",
    "            label_list.append (1)\n",
    "\n",
    "        elif file[0]=='g':\n",
    "            file_list.append(i+'/' + file)\n",
    "            label_list.append (2)\n",
    "# print(file_list)\n",
    "# print(label_list)\n",
    "\n",
    "f1.writelines([str(file_list[j])+''+ str(label_list[j])+'\\n' for j in range(train_num)])\n",
    "f2.writelines([str(file_list[k])+''+ str(label_list[k])+'\\n' for k in range(val_num)])\n",
    "f3.writelines([i + '\\n'])\n",
    "\n",
    "file_list = []\n",
    "label_list = []\n",
    "\n",
    "f1.close()\n",
    "f2.close ()\n",
    "f3.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-9-144b695dc493>, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-9-144b695dc493>\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m    |\u001b[0m\n\u001b[1;37m    ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "data\n",
    "|\n",
    "|--garoage\n",
    "||--glass/ #当前文件夹所有图像属于 glass 类别\n",
    "| |--glass1.jpg\n",
    "| |--glass2.jpg\n",
    "| |--paper/ #当前文件夹所有图像属于 paper 类别\n",
    "| |--paper1.jpg\n",
    "| |--paper2.jpg\n",
    "|٠٠٠|--\n",
    "| |--plastic/ #当前文件夹所有图像属于 plastic 类别\n",
    "| |--plastic1.jpg\n",
    "| |--plastic2.jpg\n",
    "| |--...\n",
    "|\n",
    "train.txt\n",
    "|\n",
    "val.txt\n",
    "|\n",
    "labels.txt\n",
    "|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'l' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-fc04fe0d6754>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      6\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0ml1\u001b[0m \u001b[1;33m==\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"拆分后数掘集与原数据集无误!\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m         \u001b[1;32melif\u001b[0m \u001b[0ml1\u001b[0m\u001b[1;33m!=\u001b[0m\u001b[0ml\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"拆分后的数据集有误!\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'l' is not defined"
     ]
    }
   ],
   "source": [
    "txt_list = [ './train.txt','/val.txt' ]\n",
    "l1=0\n",
    "for filename in txt_list: \n",
    "    with open(filename,'r' )as f:\n",
    "        l1 += len(f.readlines())\n",
    "        if l1 ==l:\n",
    "            print(\"拆分后数掘集与原数据集无误!\")\n",
    "        elif l1!=l:\n",
    "            print(\"拆分后的数据集有误!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-12-c31d083f00b9>, line 16)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-12-c31d083f00b9>\"\u001b[1;36m, line \u001b[1;32m16\u001b[0m\n\u001b[1;33m    vaL_transforms=transforms.Compose([transforms.ResizeByShort(short_Size=256),\u001b[0m\n\u001b[1;37m                 ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "import matplotlib \n",
    "matplotlib.use('Agg')\n",
    "import os\n",
    "os. environ ['CUDA_VISIBLE_DEVICES']='0'\n",
    "import paddlex as pdx\n",
    "import imghdr\n",
    "import paddle. fluld as fluid \n",
    "import numpy as np\n",
    "import matplotiib.pyplot as plt\n",
    "from PIL import Image\n",
    "from paddlex.cls import transforms\n",
    "\n",
    "train_transforms=transforms.Compose([transtorms.RandomCrop(crop.olze=224),\n",
    "transforms.RandomHorizontalFlip(),\n",
    "transforms.RandomDistort(brightness_range=0.9, brightness_prob=0.5, contrast_range=0.9, contrast_prob=0.5, saturation_range=0.9, saturation_prob=0.5, hue_range=18,hue_prob=0.5),\n",
    "transforms.Normallze()#归一化\n",
    "vaL_transforms=transforms.Compose([transforms.ResizeByShort(short_Size=256),\n",
    "transforms.CenterCrop(crop_size=224)\n",
    "transforms.Normalize()\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-4-7ce026e4b010>, line 3)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-4-7ce026e4b010>\"\u001b[1;36m, line \u001b[1;32m3\u001b[0m\n\u001b[1;33m    data _dir= '/data/garbage',\u001b[0m\n\u001b[1;37m            ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "import paddlex as pdx\n",
    "train_dataset=pdx.datasets.lmageNet(\n",
    "    data _dir= '/data/garbage', \n",
    "    file_list= ' /train.txt',\n",
    "    label_list= ' /labels.txt'\n",
    "    transforms=train_transforms, \n",
    "    shuffle=True\n",
    ")\n",
    "val_dataset = pdx.datasets.lmageNet(\n",
    "    data_dir= './data/garbage',\n",
    "    file_list= './val,txt' ,\n",
    "    labe_list= './abels.txt', \n",
    "    transforms=val_transforms\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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